{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'result': {'celebrities': [{'name': 'Bill Gates', 'confidence': 0.9999995231628418, 'faceRectangle': {'left': 231, 'top': 129, 'width': 269, 'height': 269}}]}, 'requestId': '2ae5b2c4-25dd-4657-8a8b-12585049da68', 'metadata': {'height': 640, 'width': 640, 'format': 'Jpeg'}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Replace <Subscription Key> with your valid subscription key.\n",
    "subscription_key = \"6fdd2ccca89448e7ae1c29852f6553b2\"\n",
    "assert subscription_key\n",
    "\n",
    "vision_base_url = \"https://wgj1119.cognitiveservices.azure.com/vision/v2.1/\"\n",
    "\n",
    "celebrity_analyze_url = vision_base_url + \"models/celebrities/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"http://huangnanhui.gitee.io/api-job/image/biergaici.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "params = {'model': 'celebrities'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(\n",
    "    celebrity_analyze_url, headers=headers, params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The\n",
    "# most relevant celebrity for the image is obtained from the 'result' property.\n",
    "analysis = response.json()\n",
    "assert analysis[\"result\"][\"celebrities\"] is not []\n",
    "print(analysis)\n",
    "celebrity_name = analysis[\"result\"][\"celebrities\"][0][\"name\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the celebrity name.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(celebrity_name, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
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